Across all ages and genders, the 3 forms of cancer with the highest number of incidences in NHS Borders between 1997-2021 are:
Cancer Site / Incidences
This report will focus on instances of breast cancer, which among females in NHS Borders, has the highest number of incidences, highest mean crude rate and highest mean European age-standardised rate (EASR).
Cancer Site / Incidences
1. Breast / 2598
2. Non-melanoma skin cancer / 2519
3. Basal cell carcinoma of the skin / 1882
Cancer Site / Mean Crude Rate
1. Breast / 179.9348
2. Non-melanoma skin cancer / 174.2811
3. Basal cell carcinoma of the skin / 130.1987
Cancer Site / Mean EASR
1. Breast / 161.3640
2. Non-melanoma skin cancer / 150.3996
3. Basal cell carcinoma of the skin / 113.9178
[fig. 1]
| Year | No. of Breast Cancer Incidences | % Change From Previous Year |
|---|---|---|
| 1997 | 71 | NA |
| 1998 | 69 | -2.816901 |
| 1999 | 133 | 92.753623 |
| 2000 | 69 | -48.120301 |
| 2001 | 81 | 17.391304 |
| 2002 | 131 | 61.728395 |
| 2003 | 67 | -48.854962 |
| 2004 | 62 | -7.462687 |
| 2005 | 179 | 188.709677 |
| 2006 | 68 | -62.011173 |
| 2007 | 55 | -19.117647 |
| 2008 | 154 | 180.000000 |
| 2009 | 94 | -38.961039 |
| 2010 | 86 | -8.510638 |
| 2011 | 157 | 82.558140 |
| 2012 | 103 | -34.394904 |
| 2013 | 114 | 10.679612 |
| 2014 | 130 | 14.035088 |
| 2015 | 90 | -30.769231 |
| 2016 | 98 | 8.888889 |
| 2017 | 136 | 38.775510 |
| 2018 | 97 | -28.676471 |
| 2019 | 98 | 1.030928 |
| 2020 | 107 | 9.183673 |
| 2021 | 149 | 39.252336 |
What does this visualisation tell us?
What does hypothesis testing tell us?
Question: Is the mean number of female breast cancer incidences in “peak years” (1999, 2002, 2005, 2008, 2011, 2014, 2017) greater than mean number of female breast cancer incidences in “non-peak years” (1997, 1998, 2000, 2001, 2003, 2006, 2007, 2009, 2010, 2012, 2013, 2015, 2016, 2018, 2019)?
Test Used: Two Sample Mean Test (Independent)
Significance Level: 0.05
Bootstrap Method: Permute
H0: \(\mu{1}\) - \(\mu{2}\) = 0 H1: \(\mu{1}\) - \(\mu{2}\) > 0
Based on a bootstrapped NULL distribution, a very low p-value which is less than 0.05 is returned. We therefor reject H0 in favor of H1 with evidence suggesting that there is a statistically significant increase in the mean number of female breast cancer incidences in “peak years”.
In this instance the p-value is returned as 0 which we will interpret as p < 0.001 so as not to be misleading and suggest absolute certainty. As this is lower than our set significance level of 0.05 we can reject H0 which stated that there was no statistically significant difference in the mean number of female breast cancer incidences in “peak years” compared to “non-peak years”. We reject H0 in favour of H1, whilst not asserting this as true, as their is sufficient evidence to support the Hypothesis that the the mean number of female breast cancer incidences in “peak years” is greater than in “non-peak years” when considered against the hypothesis that there is no difference.
To explain further the rationale for this, the p-value represents the probability of obtaining the observed statistic (mean difference of female breast cancer incidences 58.04762) from our sample assuming H0 was true (eg. if there was no difference). Therefor the probability of observing this mean difference if there was no difference is very low.
Why might there be a historic 3 year trend?
Women who meet screening criteria are invited for breast screening once every 3 years (NHS National Services Scotland, 2022).
Why might we not see the same peak in 2020 as we may have expected?
Due to the COVID-19 pandemic, no invites to breast screenings were sent between 30 March 2020 and 3 August 2020 (Public Health Scotland, 2022).
[fig. 2]
What does this visualisation tell us?
Why might these age groups see increased incidence numbers?
NHS Borders Population Projections:
Females 50+ 2021: 29889
Females 50+ 2041: 31148 (4.21225% increase)
(National Records of Scotland, 2023)
Screening data should be reviewed to establish if the resulting back-log from COVID-19 has been cleared in order to establish whether a further increase in incidences should be anticipated in 2022.
Resources should be allocated according to the observed trend of increased incidences every three years
Research/Analysis should be conducted to further understand and confirm any reason for this trend, including any links to screening schedules.
Research/Analysis should be conducted to establish whether increased incidence with age is in any way the result of current screening criteria and if therefor screening criteria should be widened.
Long term service planning should take into consideration the ~4% projected population increase of the female 50-70 demographic in NHS Borders, as rejected by the National Records of Scotland.
Public Health Scotland: Incidence by Health Board https://www.opendata.nhs.scot/dataset/annual-cancer-incidence/resource/3aef16b7-8af6-4ce0-a90b-8a29d6870014
Public Health Scotland: 5 Year Summary of Incidence by Health Board https://www.opendata.nhs.scot/dataset/annual-cancer-incidence/resource/e8d33b2b-1fb2-4d59-ad21-20fa2f76d9d5
Public Health Scotland: Health Board 2014 - Health Board 2019 (Geography Codes) https://www.opendata.nhs.scot/dataset/geography-codes-and-labels/resource/652ff726-e676-4a20-abda-435b98dd7bdc
NHS Inform, 2022: https://www.nhsinform.scot/illnesses-and-conditions/cancer/cancer-types-in-adults/skin-cancer-non-melanoma
NHS National Services Scotland, 2022: https://www.nss.nhs.scot/specialist-healthcare/screening-programmes/breast-screening/
National Records of Scotland, 2023: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/population/population-projections/sub-national-population-projections/2018-based/detailed-datasets
Public Health Scotland, 2022: https://www.publichealthscotland.scot/media/12843/2022-04-26_breast_screening_report.pdf